Citation Intent Classification on SciCite
88.93Macro F1ImpactCite
Evaluation results
| Method | Links | |
|---|---|---|
| ImpactCite2025.05 | 88.93 | |
| SS-CGAN + SciBERTBackbone=SciBERT2025.05 | 88.74 | |
| SS-CGAN + XLNetBackbone=XLNet2025.05 | 87.61 | |
| CitePrompt2025.05 | 86.33 | |
| VarMAE2025.05 | 86.32 | |
| SciBERT FinetuneBackbone=SciBERT2025.05 | 85.49 | |
| BiLSTM-Attn w/ ELMo + both scaffoldsContextual Embeddings=ELMo, Scaffold Tasks=section title + citation worthiness2019.04 | 84 | |
| BiLSTM-Attn w/ ELMo + both scaffoldsFeatures=ELMo + scaffolds2025.05 | 84 | |
| BiLSTM-Attn w/ ELMoContextual Embeddings=ELMo, Scaffold Tasks=None2019.04 | 82.6 | |
| Jurgens et al.2019.04 | 79.6 | |
| BiLSTM-Attn + both scaffoldsContextual Embeddings=None, Scaffold Tasks=section title + citation worthiness2019.04 | 79.1 | |
| BiLSTM-Attn + citation worthiness scaffoldContextual Embeddings=None, Scaffold Tasks=citation worthiness2019.04 | 78.1 | |
| BiLSTM-Attn + section title scaffoldContextual Embeddings=None, Scaffold Tasks=section title2019.04 | 77.8 | |
| BiLSTM-AttnContextual Embeddings=None, Scaffold Tasks=None2019.04 | 77.2 |